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critical thinking
thinking that does not automatically accept arguments and conclusions . Rather , it examines assumptions appraises the source , discerns hidden biases evaluates evidence , and assesses conclusions
three key elements of the scientific attitude
curiosity, skepticism, humility
curiosity
genuine desire to learn, ask questions, seek explanations
skepticism
encourages critical evaluation of evidence and claims (helps to avoid bias and ensure reliable findings)
humility
acknowledges the limit of one’s knowledge and includes being open to the possibility of being wrong
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it (also known as the I-knew-it-all-along phenomenon).
overconfidence
we humans tend to think we know more than we do
perceiving order in random events
we’re born with an eagerness to make sense of our world
peer reviewers
scientific experts who evaluate a research article’s theory originality and accuracy
theory
an explanation using an integrated set of principles that organizes observations and predicts behaviors or events
hypothesis
a testable prediction, often implied by a theory
falsifiable
the possibility that an idea (hypothesis or theory) can be disproven by observation or experiment
the scientific method
this self-correcting process asks questions and observes nature’s answers
operational definition
carefully worded statement of the exact procedures (operations) used in a research study
replication
repeating the essence of a research study usually with different participants in different situations to see whether the basic finding can be reproduced
case study
a non-experimental research design type in which one individual or group is studied in depth in the hope of revealing universal principles.
naturalistic observation
non-experimental research design type of observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation
survey
a non-experimental design element for obtaining the self-reported attitudes or behaviors of a particular group usually by questioning a representative, random sample of the group
social desirability bias
bias from people’s responding in wyas they presume a researcher expects or wishes
self report bias
bias when people report their behavior inaccurately
sampling bias
flawed sampling process that produces an unrepresentative sample
random sample
sample that fairly represents a population because each member has an equal chance of inclusion
population
all those in a group being studied, from which random samples may be drawn.
correlation
measures of the extent to which two factors vary together, and thus of how well either factor predicts the other
correlation coefficient
statistical index of the relationship between two variables (from -1.00 to +1.00)
variable
anything that can vary and is feasible and ethical to measure
scatterplot
graphed cluster of dots, each of which represents the values of two variables. The slope of the points suggests the direction of the relationship between the two variables.
illusory correlation
perceiving a relationship where none exists or perceiving a stronger -than- actual relationship
regression toward the mean
the tendency for extreme or unusual scores or events to fall back (regress) toward the average
experiment
research method in which an investigator manipulates one or more factors (independent variables) to observe the effect on some behavior or mental process (the dependent variable)
experimental group
in an experiment, the group exposed to the treatment - that is, to one version of the independent variable
control group
in an experiment, the group not exposed to the treatment
random assignment
assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between the different groups
single-blind procedure
experimental procedure in which the research participants are they have received the treatment ignorant (blind) about whether or a placebo.
double-blind procedure
both the research participants and the research staff are ignorant (blind) about whether the research participants have received the treatment or a placebo
placebo effect
experimental results caused by expectations alone
independent variable
the factor that is manipulated
confounding variable
factor other than the factor being studied that might influence a study’s results
experimental bias
bias caused when researchers may unintentionally influence results to confirm their own beliefs
dependent variable
the outcome that is measured the variable that may change when the independent variable is manipulated
validity
the extent to which a test or experiment measures or predicts what it is supposed to
quantitative research
research method that relies on quantifiable, numerical data
qualitative research
research method that relies on in depth, narrative data that are not translated into numbers
informed consent
giving potential participants enough information about a study to enable them to choose whether they wish to participate
debriefing
post-experimental explanation of a study, including its purpose and any deceptions, to its participants
BPS
British Psychological Society
APA
American Psychological Association
descriptive statistics
numerical data used to measure and describe characteristics of groups; include measures of central tendency and measures of variation
histogram
a bar graph depicting a frequency distribution
mode
the most frequently occurring score(s) in a distribution
mean
the arithmetic average of a distribution, obtained by adding the scores and then dividing by the number of scores
median
the middle score in a distribution; half the scores are above it and half are below it
percentile rank
the percentage of scores that are lower than a given score
skewed distribution
a symmetry representation of scores that lack around their average value
range
the difference between the highest and lowest scores in a distribution
standard deviation
a computed measure of how much scores vary around the mean score
normal curve
symmetrical bell - shaped curve that describes the distribution of many types of data (also called a normal distribution)
inferential statistics
numerical data that allow one to generalize - to infer from sample data the probability of something being true of a population
meta-analysis
statistical procedure for analyzing the results of multiple studies to reach an overall conclusion
statistical significance
statistical significance of how likely it is that a result (such as a difference between samples) occurred by chance
effect size
the strength of the relationship between two variables. The larger the effect size, the more one variable can be explained by the other
Generalizability
Extent to which results or findings from a particular experiment can be said to be true of the larger population
third variable problem
the concept that a correlation between two variables may stem from both being influenced by some third variable
true myth
While not “true” in a scientific sense, the myth can be considered a true myth because it reveals spiritual and cultural truths about humanity’s role in the world and the cyclical nature of existence.